calendarDOW

Dataset statistics

Number of variables	20
Number of observations	399
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	172
Duplicate rows (%)	43.1%
Total size in memory	62.5 KiB
Average record size in memory	160.3 B

Variable types

NUM	17
BOOL	2
CAT	1

Reproduction

Analysis started	2020-08-25 01:11:50.984905
Analysis finished	2020-08-25 01:12:34.898764
Duration	43.91 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 172 (43.1%) duplicate rows	Duplicates
`Feature08` has 22 (5.5%) zeros	Zeros
`Feature09` has 40 (10.0%) zeros	Zeros
`Feature00` has 23 (5.8%) zeros	Zeros
`Feature13` has 4 (1.0%) zeros	Zeros
`Feature11` has 11 (2.8%) zeros	Zeros
`Feature01` has 12 (3.0%) zeros	Zeros
`Feature02` has 15 (3.8%) zeros	Zeros

Feature29
Real number (ℝ_≥0)

Distinct count	9
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.112781954887218
Minimum	0
Maximum	8
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	6
median	8
Q3	8
95-th percentile	8
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.239959486
Coefficient of variation (CV)	0.1743283422
Kurtosis	7.097352756
Mean	7.112781955
Median Absolute Deviation (MAD)	0
Skewness	-2.186364251
Sum	2838
Variance	1.537499528

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	206	51.6%
7	92	23.1%
6	71	17.8%
5	19	4.8%
3	4	1.0%
1	3	0.8%
4	2	0.5%
2	1	0.3%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	3	0.8%
2	1	0.3%
3	4	1.0%
4	2	0.5%
5	19	4.8%
6	71	17.8%
7	92	23.1%
8	206	51.6%

Value	Count	Frequency (%)
8	206	51.6%
7	92	23.1%
6	71	17.8%
5	19	4.8%
4	2	0.5%
3	4	1.0%
2	1	0.3%
1	3	0.8%
0	1	0.3%

Feature15
Real number (ℝ_≥0)

Distinct count	7
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.924812030075188
Minimum	0
Maximum	6
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
median	5
Q3	6
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.155872444
Coefficient of variation (CV)	0.2347038704
Kurtosis	0.6299481499
Mean	4.92481203
Median Absolute Deviation (MAD)	1
Skewness	-0.9122558497
Sum	1965
Variance	1.336041108

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	174	43.6%
4	111	27.8%
5	76	19.0%
3	26	6.5%
2	8	2.0%
1	3	0.8%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	3	0.8%
2	8	2.0%
3	26	6.5%
4	111	27.8%
5	76	19.0%
6	174	43.6%

Value	Count	Frequency (%)
6	174	43.6%
5	76	19.0%
4	111	27.8%
3	26	6.5%
2	8	2.0%
1	3	0.8%
0	1	0.3%

Feature24
Boolean

Distinct count	2
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

0	219
1	180

Frequency Table

Value	Count	Frequency (%)
0	219	54.9%
1	180	45.1%

Feature17
Real number (ℝ_≥0)

Distinct count	7
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.3959899749373434
Minimum	0
Maximum	6
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	6
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.743209066
Coefficient of variation (CV)	0.3965452779
Kurtosis	-1.044393475
Mean	4.395989975
Median Absolute Deviation (MAD)	1
Skewness	-0.6156883006
Sum	1754
Variance	3.038777849

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	174	43.6%
3	67	16.8%
5	55	13.8%
2	42	10.5%
4	30	7.5%
1	30	7.5%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	30	7.5%
2	42	10.5%
3	67	16.8%
4	30	7.5%
5	55	13.8%
6	174	43.6%

Value	Count	Frequency (%)
6	174	43.6%
5	55	13.8%
4	30	7.5%
3	67	16.8%
2	42	10.5%
1	30	7.5%
0	1	0.3%

Feature08
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.067669172932331
Minimum	0
Maximum	8
Zeros	22
Zeros (%)	5.5%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	8
95-th percentile	8
Maximum	8
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.404546015
Coefficient of variation (CV)	0.3962882528
Kurtosis	0.08584251459
Mean	6.067669173
Median Absolute Deviation (MAD)	0
Skewness	-1.042273517
Sum	2421
Variance	5.781841539

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	200	50.1%
4	61	15.3%
5	35	8.8%
6	31	7.8%
7	22	5.5%
0	22	5.5%
2	18	4.5%
3	8	2.0%
1	2	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22	5.5%
1	2	0.5%
2	18	4.5%
3	8	2.0%
4	61	15.3%
5	35	8.8%
6	31	7.8%
7	22	5.5%
8	200	50.1%

Value	Count	Frequency (%)
8	200	50.1%
7	22	5.5%
6	31	7.8%
5	35	8.8%
4	61	15.3%
3	8	2.0%
2	18	4.5%
1	2	0.5%
0	22	5.5%

Feature09
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.7318295739348373
Minimum	0
Maximum	5
Zeros	40
Zeros (%)	10.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.599549061
Coefficient of variation (CV)	0.4286232875
Kurtosis	0.4196555993
Mean	3.731829574
Median Absolute Deviation (MAD)	1
Skewness	-1.195846164
Sum	1489
Variance	2.558557197

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	195	48.9%
3	96	24.1%
4	49	12.3%
0	40	10.0%
2	11	2.8%
1	8	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	40	10.0%
1	8	2.0%
2	11	2.8%
3	96	24.1%
4	49	12.3%
5	195	48.9%

Value	Count	Frequency (%)
5	195	48.9%
4	49	12.3%
3	96	24.1%
2	11	2.8%
1	8	2.0%
0	40	10.0%

Feature30
Real number (ℝ_≥0)

Distinct count	15
Unique (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.997493734335839
Minimum	0
Maximum	14
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8.9
Q1	13
median	14
Q3	14
95-th percentile	14
Maximum	14
Range	14
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.086687581
Coefficient of variation (CV)	0.1605453808
Kurtosis	12.05041136
Mean	12.99749373
Median Absolute Deviation (MAD)	0
Skewness	-3.265050099
Sum	5186
Variance	4.35426506

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
14	234	58.6%
13	115	28.8%
9	12	3.0%
11	9	2.3%
10	6	1.5%
8	6	1.5%
7	4	1.0%
5	4	1.0%
12	3	0.8%
6	1	0.3%
4	1	0.3%
3	1	0.3%
2	1	0.3%
1	1	0.3%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
2	1	0.3%
3	1	0.3%
4	1	0.3%
5	4	1.0%
6	1	0.3%
7	4	1.0%
8	6	1.5%
9	12	3.0%

Value	Count	Frequency (%)
14	234	58.6%
13	115	28.8%
12	3	0.8%
11	9	2.3%
10	6	1.5%
9	12	3.0%
8	6	1.5%
7	4	1.0%
6	1	0.3%
5	4	1.0%

Feature25
Boolean

Distinct count	2
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

1	238
0	161

Frequency Table

Value	Count	Frequency (%)
1	238	59.6%
0	161	40.4%

Feature12
Real number (ℝ_≥0)

Distinct count	46
Unique (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.43609022556391
Minimum	0
Maximum	45
Zeros	3
Zeros (%)	0.8%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	28
median	45
Q3	45
95-th percentile	45
Maximum	45
Range	45
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	15.6778274
Coefficient of variation (CV)	0.4552731539
Kurtosis	-0.171140462
Mean	34.43609023
Median Absolute Deviation (MAD)	0
Skewness	-1.199030263
Sum	13740
Variance	245.7942721

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
45	230	57.6%
32	27	6.8%
2	16	4.0%
3	15	3.8%
37	14	3.5%
28	13	3.3%
5	12	3.0%
43	10	2.5%
1	7	1.8%
6	6	1.5%
22	4	1.0%
0	3	0.8%
10	3	0.8%
16	3	0.8%
4	2	0.5%
15	2	0.5%
44	2	0.5%
20	2	0.5%
41	1	0.3%
40	1	0.3%
39	1	0.3%
38	1	0.3%
7	1	0.3%
9	1	0.3%
42	1	0.3%
Other values (21)	21	5.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.8%
1	7	1.8%
2	16	4.0%
3	15	3.8%
4	2	0.5%
5	12	3.0%
6	6	1.5%
7	1	0.3%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
45	230	57.6%
44	2	0.5%
43	10	2.5%
42	1	0.3%
41	1	0.3%
40	1	0.3%
39	1	0.3%
38	1	0.3%
37	14	3.5%
36	1	0.3%

Feature00
Real number (ℝ_≥0)

ZEROS

Distinct count	24
Unique (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.50375939849624
Minimum	0
Maximum	23
Zeros	23
Zeros (%)	5.8%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14.5
median	23
Q3	23
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	6.907818082
Coefficient of variation (CV)	0.3733197094
Kurtosis	1.297911858
Mean	18.5037594
Median Absolute Deviation (MAD)	0
Skewness	-1.569184682
Sum	7383
Variance	47.71795066

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23	219	54.9%
19	46	11.5%
14	34	8.5%
0	23	5.8%
20	17	4.3%
10	15	3.8%
4	7	1.8%
22	6	1.5%
5	5	1.3%
21	5	1.3%
18	3	0.8%
1	2	0.5%
2	2	0.5%
13	2	0.5%
12	2	0.5%
8	2	0.5%
6	2	0.5%
3	1	0.3%
9	1	0.3%
7	1	0.3%
15	1	0.3%
16	1	0.3%
17	1	0.3%
11	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23	5.8%
1	2	0.5%
2	2	0.5%
3	1	0.3%
4	7	1.8%
5	5	1.3%
6	2	0.5%
7	1	0.3%
8	2	0.5%
9	1	0.3%

Value	Count	Frequency (%)
23	219	54.9%
22	6	1.5%
21	5	1.3%
20	17	4.3%
19	46	11.5%
18	3	0.8%
17	1	0.3%
16	1	0.3%
15	1	0.3%
14	34	8.5%

Feature04
Real number (ℝ_≥0)

Distinct count	13
Unique (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.488721804511279
Minimum	0
Maximum	12
Zeros	2
Zeros (%)	0.5%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	8
median	10
Q3	12
95-th percentile	12
Maximum	12
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.79163289
Coefficient of variation (CV)	0.2942053679
Kurtosis	0.8916065234
Mean	9.488721805
Median Absolute Deviation (MAD)	2
Skewness	-1.185455816
Sum	3786
Variance	7.793214191

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
12	142	35.6%
9	76	19.0%
11	52	13.0%
7	44	11.0%
10	23	5.8%
8	13	3.3%
5	12	3.0%
3	11	2.8%
6	10	2.5%
2	8	2.0%
4	3	0.8%
1	3	0.8%
0	2	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.5%
1	3	0.8%
2	8	2.0%
3	11	2.8%
4	3	0.8%
5	12	3.0%
6	10	2.5%
7	44	11.0%
8	13	3.3%
9	76	19.0%

Value	Count	Frequency (%)
12	142	35.6%
11	52	13.0%
10	23	5.8%
9	76	19.0%
8	13	3.3%
7	44	11.0%
6	10	2.5%
5	12	3.0%
4	3	0.8%
3	11	2.8%

Feature16
Real number (ℝ_≥0)

Distinct count	7
Unique (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.4335839598997495
Minimum	0
Maximum	6
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.225759917
Coefficient of variation (CV)	0.2764715698
Kurtosis	0.7452676112
Mean	4.43358396
Median Absolute Deviation (MAD)	0
Skewness	-1.178305941
Sum	1769
Variance	1.502487374

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	219	54.9%
4	56	14.0%
6	45	11.3%
2	36	9.0%
3	33	8.3%
1	9	2.3%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	9	2.3%
2	36	9.0%
3	33	8.3%
4	56	14.0%
5	219	54.9%
6	45	11.3%

Value	Count	Frequency (%)
6	45	11.3%
5	219	54.9%
4	56	14.0%
3	33	8.3%
2	36	9.0%
1	9	2.3%
0	1	0.3%

Feature05
Real number (ℝ_≥0)

Distinct count	8
Unique (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.568922305764411
Minimum	0
Maximum	7
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	6
Q3	7
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.729041502
Coefficient of variation (CV)	0.3104804496
Kurtosis	0.5871730935
Mean	5.568922306
Median Absolute Deviation (MAD)	1
Skewness	-1.133992699
Sum	2222
Variance	2.989584514

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	186	46.6%
4	87	21.8%
6	56	14.0%
5	39	9.8%
1	21	5.3%
2	7	1.8%
3	2	0.5%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	21	5.3%
2	7	1.8%
3	2	0.5%
4	87	21.8%
5	39	9.8%
6	56	14.0%
7	186	46.6%

Value	Count	Frequency (%)
7	186	46.6%
6	56	14.0%
5	39	9.8%
4	87	21.8%
3	2	0.5%
2	7	1.8%
1	21	5.3%
0	1	0.3%

Feature13
Real number (ℝ_≥0)

ZEROS

Distinct count	70
Unique (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.26065162907268
Minimum	0
Maximum	69
Zeros	4
Zeros (%)	1.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	23.5
median	57
Q3	69
95-th percentile	69
Maximum	69
Range	69
Interquartile range (IQR)	45.5

Descriptive statistics

Standard deviation	24.37525375
Coefficient of variation (CV)	0.5157621174
Kurtosis	-1.182338081
Mean	47.26065163
Median Absolute Deviation (MAD)	12
Skewness	-0.6031363797
Sum	18857
Variance	594.1529956

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
69	174	43.6%
2	15	3.8%
31	13	3.3%
16	12	3.0%
68	12	3.0%
23	12	3.0%
49	12	3.0%
47	12	3.0%
11	11	2.8%
38	9	2.3%
55	8	2.0%
7	6	1.5%
4	6	1.5%
20	6	1.5%
25	5	1.3%
22	4	1.0%
1	4	1.0%
0	4	1.0%
58	4	1.0%
42	3	0.8%
10	3	0.8%
14	3	0.8%
21	3	0.8%
32	3	0.8%
40	3	0.8%
Other values (45)	52	13.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	1.0%
1	4	1.0%
2	15	3.8%
3	1	0.3%
4	6	1.5%
5	1	0.3%
6	1	0.3%
7	6	1.5%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
69	174	43.6%
68	12	3.0%
67	1	0.3%
66	1	0.3%
65	1	0.3%
64	1	0.3%
63	1	0.3%
62	1	0.3%
61	1	0.3%
60	1	0.3%

Feature11
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.568922305764411
Minimum	0
Maximum	5
Zeros	11
Zeros (%)	2.8%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.619490767
Coefficient of variation (CV)	0.4537758539
Kurtosis	-0.9530743044
Mean	3.568922306
Median Absolute Deviation (MAD)	1
Skewness	-0.7360650338
Sum	1424
Variance	2.622750343

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	174	43.6%
4	80	20.1%
1	65	16.3%
2	38	9.5%
3	31	7.8%
0	11	2.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11	2.8%
1	65	16.3%
2	38	9.5%
3	31	7.8%
4	80	20.1%
5	174	43.6%

Value	Count	Frequency (%)
5	174	43.6%
4	80	20.1%
3	31	7.8%
2	38	9.5%
1	65	16.3%
0	11	2.8%

Feature23
Real number (ℝ_≥0)

Distinct count	21
Unique (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	18.536340852130326
Minimum	0
Maximum	20
Zeros	1
Zeros (%)	0.3%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	13
Q1	18
median	20
Q3	20
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.234247894
Coefficient of variation (CV)	0.1744814643
Kurtosis	14.11209601
Mean	18.53634085
Median Absolute Deviation (MAD)	0
Skewness	-3.629829026
Sum	7396
Variance	10.46035944

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20	244	61.2%
18	98	24.6%
19	19	4.8%
16	6	1.5%
13	5	1.3%
14	4	1.0%
3	4	1.0%
15	3	0.8%
12	2	0.5%
9	2	0.5%
4	2	0.5%
5	1	0.3%
1	1	0.3%
2	1	0.3%
10	1	0.3%
6	1	0.3%
7	1	0.3%
8	1	0.3%
11	1	0.3%
17	1	0.3%
0	1	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
1	1	0.3%
2	1	0.3%
3	4	1.0%
4	2	0.5%
5	1	0.3%
6	1	0.3%
7	1	0.3%
8	1	0.3%
9	2	0.5%

Value	Count	Frequency (%)
20	244	61.2%
19	19	4.8%
18	98	24.6%
17	1	0.3%
16	6	1.5%
15	3	0.8%
14	4	1.0%
13	5	1.3%
12	2	0.5%
11	1	0.3%

Feature01
Real number (ℝ_≥0)

ZEROS

Distinct count	32
Unique (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.325814536340854
Minimum	0
Maximum	31
Zeros	12
Zeros (%)	3.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	11
median	31
Q3	31
95-th percentile	31
Maximum	31
Range	31
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.9015691
Coefficient of variation (CV)	0.533085549
Kurtosis	-0.899610476
Mean	22.32581454
Median Absolute Deviation (MAD)	0
Skewness	-0.9061413434
Sum	8908
Variance	141.647347

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
31	230	57.6%
1	46	11.5%
23	26	6.5%
0	12	3.0%
11	11	2.8%
10	10	2.5%
12	10	2.5%
7	7	1.8%
4	6	1.5%
3	5	1.3%
30	3	0.8%
18	3	0.8%
20	3	0.8%
28	3	0.8%
29	3	0.8%
21	2	0.5%
16	2	0.5%
22	2	0.5%
2	2	0.5%
8	1	0.3%
5	1	0.3%
6	1	0.3%
27	1	0.3%
13	1	0.3%
9	1	0.3%
Other values (7)	7	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	3.0%
1	46	11.5%
2	2	0.5%
3	5	1.3%
4	6	1.5%
5	1	0.3%
6	1	0.3%
7	7	1.8%
8	1	0.3%
9	1	0.3%

Value	Count	Frequency (%)
31	230	57.6%
30	3	0.8%
29	3	0.8%
28	3	0.8%
27	1	0.3%
26	1	0.3%
25	1	0.3%
24	1	0.3%
23	26	6.5%
22	2	0.5%

Feature02
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.1002506265664165
Minimum	0
Maximum	9
Zeros	15
Zeros (%)	3.8%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	6
Q3	9
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.660897747
Coefficient of variation (CV)	0.4361948238
Kurtosis	-0.747870293
Mean	6.100250627
Median Absolute Deviation (MAD)	3
Skewness	-0.5047607702
Sum	2434
Variance	7.080376821

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	128	32.1%
5	110	27.6%
7	33	8.3%
2	33	8.3%
8	30	7.5%
3	23	5.8%
6	15	3.8%
0	15	3.8%
4	8	2.0%
1	4	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	3.8%
1	4	1.0%
2	33	8.3%
3	23	5.8%
4	8	2.0%
5	110	27.6%
6	15	3.8%
7	33	8.3%
8	30	7.5%
9	128	32.1%

Value	Count	Frequency (%)
9	128	32.1%
8	30	7.5%
7	33	8.3%
6	15	3.8%
5	110	27.6%
4	8	2.0%
3	23	5.8%
2	33	8.3%
1	4	1.0%
0	15	3.8%

Feature26
Categorical

Distinct count	3
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

0	199
1	116
2	84

Value	Count	Frequency (%)
0	199	49.9%
1	116	29.1%
2	84	21.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	199	49.9%
1	116	29.1%
2	84	21.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	399	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	199	49.9%
1	116	29.1%
2	84	21.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	399	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	199	49.9%
1	116	29.1%
2	84	21.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	399	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	199	49.9%
1	116	29.1%
2	84	21.1%

target
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.218045112781955
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.287775999
Coefficient of variation (CV)	0.4001733828
Kurtosis	-1.074597752
Mean	3.218045113
Median Absolute Deviation (MAD)	1
Skewness	-0.1500339814
Sum	1284
Variance	1.658367023

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	96	24.1%
3	95	23.8%
2	83	20.8%
5	81	20.3%
1	44	11.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	44	11.0%
2	83	20.8%
3	95	23.8%
4	96	24.1%
5	81	20.3%

Value	Count	Frequency (%)
5	81	20.3%
4	96	24.1%
3	95	23.8%
2	83	20.8%
1	44	11.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
0	8	6	1	6	8	5	14	1	45	14	12	6	7	69	5	20	31	9	2	5
1	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4
2	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	3
3	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2
4	7	6	1	6	8	5	12	1	45	10	12	3	7	69	5	18	31	9	0	2
5	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	4
6	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2
7	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2
8	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4
9	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4

Last rows

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
389	7	4	0	1	4	4	13	1	43	10	12	3	7	22	1	20	27	3	0	3
390	5	5	1	1	4	4	14	0	39	23	12	5	7	9	1	20	31	3	0	4
391	6	5	0	5	4	4	13	0	4	23	12	5	7	28	3	20	31	3	0	2
392	6	5	0	1	4	4	13	0	3	23	7	5	4	26	3	20	31	6	0	2
393	3	6	0	6	4	4	7	0	45	23	7	5	4	69	5	20	31	6	0	1
394	6	5	0	1	4	4	13	0	2	23	7	5	4	2	0	20	31	6	0	5
395	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	5
396	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	3
397	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	1
398	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	3

Most frequent

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target	count
21	8	3	1	3	8	5	14	1	37	14	12	6	7	31	1	20	23	9	2	5	13
12	7	4	0	3	8	5	13	1	5	14	12	6	7	16	2	20	23	9	0	5	12
13	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2	12
16	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2	12
23	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2	12
7	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4	11
30	8	6	1	6	5	0	14	1	45	23	11	5	1	69	5	20	31	2	1	5	11
22	8	4	0	3	8	5	14	1	45	10	12	3	7	68	1	18	10	9	2	3	10
2	5	5	1	2	8	5	9	1	32	20	12	2	7	38	1	20	0	9	0	4	9
42	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4	9

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
0	8	6	1	6	8	5	14	1	45	14	12	6	7	69	5	20	31	9	2	5
1	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4
2	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	3
3	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2
4	7	6	1	6	8	5	12	1	45	10	12	3	7	69	5	18	31	9	0	2
5	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	4
6	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2
7	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2
8	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4
9	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
389	7	4	0	1	4	4	13	1	43	10	12	3	7	22	1	20	27	3	0	3
390	5	5	1	1	4	4	14	0	39	23	12	5	7	9	1	20	31	3	0	4
391	6	5	0	5	4	4	13	0	4	23	12	5	7	28	3	20	31	3	0	2
392	6	5	0	1	4	4	13	0	3	23	7	5	4	26	3	20	31	6	0	2
393	3	6	0	6	4	4	7	0	45	23	7	5	4	69	5	20	31	6	0	1
394	6	5	0	1	4	4	13	0	2	23	7	5	4	2	0	20	31	6	0	5
395	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	5
396	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	3
397	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	1
398	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	3

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target	count
21	8	3	1	3	8	5	14	1	37	14	12	6	7	31	1	20	23	9	2	5	13
12	7	4	0	3	8	5	13	1	5	14	12	6	7	16	2	20	23	9	0	5	12
13	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2	12
16	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2	12
23	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2	12
7	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4	11
30	8	6	1	6	5	0	14	1	45	23	11	5	1	69	5	20	31	2	1	5	11
22	8	4	0	3	8	5	14	1	45	10	12	3	7	68	1	18	10	9	2	3	10
2	5	5	1	2	8	5	9	1	32	20	12	2	7	38	1	20	0	9	0	4	9
42	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4	9

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
0	8	6	1	6	8	5	14	1	45	14	12	6	7	69	5	20	31	9	2	5
1	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4
2	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	3
3	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2
4	7	6	1	6	8	5	12	1	45	10	12	3	7	69	5	18	31	9	0	2
5	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	4
6	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2
7	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2
8	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4
9	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
389	7	4	0	1	4	4	13	1	43	10	12	3	7	22	1	20	27	3	0	3
390	5	5	1	1	4	4	14	0	39	23	12	5	7	9	1	20	31	3	0	4
391	6	5	0	5	4	4	13	0	4	23	12	5	7	28	3	20	31	3	0	2
392	6	5	0	1	4	4	13	0	3	23	7	5	4	26	3	20	31	6	0	2
393	3	6	0	6	4	4	7	0	45	23	7	5	4	69	5	20	31	6	0	1
394	6	5	0	1	4	4	13	0	2	23	7	5	4	2	0	20	31	6	0	5
395	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	5
396	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	3
397	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	1
398	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	3

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target	count
21	8	3	1	3	8	5	14	1	37	14	12	6	7	31	1	20	23	9	2	5	13
12	7	4	0	3	8	5	13	1	5	14	12	6	7	16	2	20	23	9	0	5	12
13	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2	12
16	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2	12
23	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2	12
7	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4	11
30	8	6	1	6	5	0	14	1	45	23	11	5	1	69	5	20	31	2	1	5	11
22	8	4	0	3	8	5	14	1	45	10	12	3	7	68	1	18	10	9	2	3	10
2	5	5	1	2	8	5	9	1	32	20	12	2	7	38	1	20	0	9	0	4	9
42	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4	9

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
0	8	6	1	6	8	5	14	1	45	14	12	6	7	69	5	20	31	9	2	5
1	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4
2	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	3
3	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2
4	7	6	1	6	8	5	12	1	45	10	12	3	7	69	5	18	31	9	0	2
5	8	6	1	6	6	5	14	1	45	23	10	5	7	69	5	19	31	7	1	4
6	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2
7	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2
8	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4
9	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target
389	7	4	0	1	4	4	13	1	43	10	12	3	7	22	1	20	27	3	0	3
390	5	5	1	1	4	4	14	0	39	23	12	5	7	9	1	20	31	3	0	4
391	6	5	0	5	4	4	13	0	4	23	12	5	7	28	3	20	31	3	0	2
392	6	5	0	1	4	4	13	0	3	23	7	5	4	26	3	20	31	6	0	2
393	3	6	0	6	4	4	7	0	45	23	7	5	4	69	5	20	31	6	0	1
394	6	5	0	1	4	4	13	0	2	23	7	5	4	2	0	20	31	6	0	5
395	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	5
396	8	6	0	6	3	4	14	1	45	23	6	5	4	69	5	20	31	4	1	3
397	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	1
398	8	6	0	6	3	4	14	0	45	23	6	5	4	69	5	20	31	4	1	3

	Feature29	Feature15	Feature24	Feature17	Feature08	Feature09	Feature30	Feature25	Feature12	Feature00	Feature04	Feature16	Feature05	Feature13	Feature11	Feature23	Feature01	Feature02	Feature26	target	count
21	8	3	1	3	8	5	14	1	37	14	12	6	7	31	1	20	23	9	2	5	13
12	7	4	0	3	8	5	13	1	5	14	12	6	7	16	2	20	23	9	0	5	12
13	7	4	0	5	8	5	13	1	2	19	12	4	7	23	4	20	1	9	0	2	12
16	7	5	0	5	8	5	13	1	28	19	12	4	7	47	4	20	1	9	0	2	12
23	8	5	0	5	8	5	14	1	32	19	12	4	7	49	3	20	1	9	2	2	12
7	6	4	0	4	8	5	13	1	45	0	12	2	7	11	2	20	11	9	0	4	11
30	8	6	1	6	5	0	14	1	45	23	11	5	1	69	5	20	31	2	1	5	11
22	8	4	0	3	8	5	14	1	45	10	12	3	7	68	1	18	10	9	2	3	10
2	5	5	1	2	8	5	9	1	32	20	12	2	7	38	1	20	0	9	0	4	9
42	8	6	1	6	7	5	14	1	45	23	11	5	7	69	5	20	31	8	1	4	9